Machine Learning
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Contrastive Learning
Quick Definition
Self-supervised learning by contrasting data pairs
Full Definition
A self-supervised approach learning representations by contrasting positive pairs against negative pairs.
Examples
SimCLR, MoCo, self-supervised pre-training
Related Terms
self-supervised-learning
representation-learning
More Machine Learning Terms
Precision Recall
Metrics measuring positive prediction quality and coverage
Model Selection
Choosing the best ML model from candidates
Feature Engineering
Creating and transforming input variables to improve performance
Lasso Regression
Regularized regression using L1 penalty for feature selection
Self-Supervised Learning
Generating supervisory signals from unlabeled data for training
Bayesian Optimization
Optimizing expensive functions using a probabilistic model